Title | Theory and Application of Uniform Experimental Designs |
Creator | |
Subtype | 著By |
Date Issued | 2018 |
Publisher | Springer |
Publication Place | Singapore |
Abstract | The book provides necessary knowledge for readers interested in developing the theory of uniform experimental design. It discusses measures of uniformity, various construction methods of uniform designs, modeling techniques, design and modeling for experiments with mixtures, and the usefulness of the uniformity in block, factorial and supersaturated designs. Experimental design is an important branch of statistics with a long history, and is extremely useful in multi-factor experiments. Involving rich methodologies and various designs, it has played a key role in industry, technology, sciences and various other fields. A design that chooses experimental points uniformly scattered on the domain is known as uniform experimental design, and uniform experimental design can be regarded as a fractional factorial design with model uncertainty, a space-filling design for computer experiments, a robust design against the model specification, and a supersaturated design and can be applied to experiments with mixtures. |
Keyword | Uniformity Designs-Deterministic Methods Kriging models Block Designs Experiments with Mixtures Construction of Uniform Designs Deterministic Approach Numerical Optimization Approach |
ISBN | 9789811320408; 9789811320415 |
DOI | https://doi.org/10.1007/978-981-13-2041-5 |
Language | 英语English |
Is Part of Series | Lecture Notes in Statistics, volume 221 |
Pages | 300 |
Citation statistics |
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Document Type | Book |
Identifier | http://repository.uic.edu.cn/handle/39GCC9TT/4455 |
Collection | Faculty of Science and Technology |
Affiliation | 1.Beijing Normal University-Hong Kong, Baptist University United International College, Zhuhai, Guangdong, China 2.School of Statistics and Data Science, Nankai University, Tianjin, China 3.Faculty of Mathematics and Statistics, Central China Normal University, Wuhan, Hubei, China 4.Institute of Applied Mathematics, Chinese Academy of Sciences, Beijing, China |
First Author Affilication | Beijing Normal-Hong Kong Baptist University |
Recommended Citation GB/T 7714 | Fang, Kaitai,Liu, Minqian,Qin, Honget al. Theory and Application of Uniform Experimental Designs[M]. Singapore: Springer, 2018. |
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